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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 7 Topic 1 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 7 Topic 1 Discussion

CCAR-F Exam Topic 1 Question 7 Discussion:
Question #: 7
Topic #: 1

You are building a multi-agent research system using the Claude Agent SDK. A coordinator agent delegates to specialized subagents: one searches the web, one analyzes documents, one synthesizes findings, and one generates reports. The system researches topics and produces comprehensive, cited reports.

The synthesis agent receives summarized findings from the web-search and document-analysis agents, then passes a consolidated summary to the report generator. During testing, you discover that the generated reports make factual claims without proper citations. The report generator cannot attribute statements to their original sources because that metadata was lost during the summarization steps.

What is the most effective approach to ensure proper source attribution in the final reports?


A.

Have each agent output structured data separating content summaries from source metadata such as URLs, document names, and page numbers.


B.

Skip summarization and pass the complete raw outputs from web search and document analysis directly to the report generator.


C.

Instruct the synthesis agent to embed source references inline within its summary text using a consistent citation format.


D.

Have the report generator query the web-search agent to relocate sources for claims in the final report.


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